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作者：Banker, Margaret; Zhang, Leyao; Song, Peter x. k.
作者单位：University of Michigan System; University of Michigan
摘要：Accelerometry data enables scientists to extract personal digital features useful in precision health decision making. Existing analytic methods often begin with discretizing physical activity (PA) counts into activity categories via fixed cutoffs; however, the cutoffs are validated under restricted settings and cannot be generalized across studies. Here we develop a data-driven approach to overcome this bottleneck in the analysis of PA data in which we holistically summarize an individual's P...
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作者：Cho, Youngjin; Do, Quyen; Du, Pang; Hong, Yili
作者单位：Virginia Polytechnic Institute & State University; Corning Inc; State University of New York (SUNY) System; SUNY Community College
摘要：Renewable energy is critical for combating climate change, whose first step is the storage of electricity generated from renewable energy sources. Li-ion batteries are a popular kind of storage units. Their continuous usage through charge-discharge cycles eventually leads to degradation. This can be visualized by plotting voltage discharge curves (VDCs) over discharge cycles. Studies of battery degradation have mostly concentrated on modeling degradation through one scalar measurement summariz...
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作者：Luo, Yutong; Bailey-Wilson, Joan E.; Albanese, Christopher; Fan, Ruzong
作者单位：Georgetown University; National Institutes of Health (NIH) - USA; NIH National Human Genome Research Institute (NHGRI); Georgetown University; National Institutes of Health (NIH) - USA; NIH National Human Genome Research Institute (NHGRI)
摘要：Understanding cell type composition and gene expression of spatial transcriptomic data is crucial for comprehending phenotypic variability and detecting key factors that influence disease susceptibility of complex traits. Detecting cell type specific expression patterns from spatial transcriptome profiles is important in studying the cellular components and gene expression of individual cell classes and structural architecture. In this paper we develop mixed effect multiplicative-additive Pois...
